{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<i>Copyright (c) Microsoft Corporation. All rights reserved.</i>\n",
    "\n",
    "<i>Licensed under the MIT License.</i>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fast image retrieval\n",
    "\n",
    "In the notebook [01_training_and_evaluation_introduction.ipynb](01_training_and_evaluation_introduction.ipynb) we perform image retrieval by computing the distances between a query image and *all* reference images. While computing the L2 distance between two images is fast, for large datasets of tens of thousands of images this exhaustive search can be a bottleneck for real-time applications.\n",
    "\n",
    "To speed up image retrieval, this notebook shows how to implement an approximate nearest neighbor method designed to work well for large datasets (N) and high-dimensional features (D). For example, the well-known Ball Tree approach has a complexity of O\\[D\\*log(N)\\], compared to O\\[D\\*N\\] for exhaustive search. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Ensure edits to libraries are loaded and plotting is shown in the notebook.\n",
    "%matplotlib inline\n",
    "%reload_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Standard python libraries\n",
    "import sys\n",
    "import numpy as np\n",
    "from pathlib import Path\n",
    "import random\n",
    "import scrapbook as sb\n",
    "from sklearn.neighbors import NearestNeighbors\n",
    "from tqdm import tqdm\n",
    "\n",
    "# Fast.ai\n",
    "import fastai\n",
    "from fastai.vision import (\n",
    "    load_learner,\n",
    "    cnn_learner,\n",
    "    DatasetType,\n",
    "    ImageList,\n",
    "    imagenet_stats,\n",
    "    models,\n",
    ")\n",
    "\n",
    "# Computer Vision repository\n",
    "sys.path.extend([\".\", \"../..\"])  # to access the utils_cv library\n",
    "from utils_cv.classification.data import Urls\n",
    "from utils_cv.common.data import unzip_url\n",
    "from utils_cv.common.gpu import which_processor, db_num_workers\n",
    "from utils_cv.similarity.metrics import compute_distances\n",
    "from utils_cv.similarity.model import compute_features_learner\n",
    "from utils_cv.similarity.plot import plot_distances, plot_ranks_distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fast.ai version = 1.0.48\n",
      "Fast.ai (Torch) is using GPU: Tesla V100-PCIE-16GB\n"
     ]
    }
   ],
   "source": [
    "print(f\"Fast.ai version = {fastai.__version__}\")\n",
    "which_processor()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data preparation\n",
    "We start with parameter specifications and data preparation. We use the *Fridge objects* dataset, which is composed of 134 images, divided into 4 classes: can, carton, milk bottle and water bottle. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "# Data location\n",
    "DATA_PATH = unzip_url(Urls.fridge_objects_path, exist_ok=True)\n",
    "\n",
    "# Image reader configuration\n",
    "BATCH_SIZE = 16\n",
    "IM_SIZE = 300\n",
    "\n",
    "# Number of comparison of nearest neighbor versus exhaustive search for accuracy computation\n",
    "NUM_RANK_ITER = 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training set: 27 images, validation set: 107 images\n"
     ]
    }
   ],
   "source": [
    "# Load images into fast.ai's ImageDataBunch object\n",
    "random.seed(642)\n",
    "data = (\n",
    "    ImageList.from_folder(DATA_PATH)\n",
    "    .split_by_rand_pct(valid_pct=0.8, seed=20)\n",
    "    .label_from_folder()\n",
    "    .transform(size=IM_SIZE)\n",
    "    .databunch(bs=BATCH_SIZE, num_workers = db_num_workers())\n",
    "    .normalize(imagenet_stats)\n",
    ")\n",
    "print(f\"Training set: {len(data.train_ds.x)} images, validation set: {len(data.valid_ds.x)} images\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load model\n",
    "\n",
    "Below we load a [ResNet18](https://arxiv.org/pdf/1512.03385.pdf) CNN from fast.ai's library which is pre-trained on ImageNet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = cnn_learner(data, models.resnet18, ps=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternatively, one can load a model which was trained using the [01_training_and_evaluation_introduction.ipynb](01_training_and_evaluation_introduction.ipynb) notebook using these lines of code:\n",
    "```python\n",
    "    learn = load_learner(\".\", 'image_similarity_01_model')\n",
    "    learn.data = data\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature extraction\n",
    "\n",
    "We now compute the DNN features for each image in our validation set. We use the output of the penultimate layer as our image representation, which, for the Resnet-18 model has a dimensionality of 512 floating point values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n"
     ]
    }
   ],
   "source": [
    "# Use penultimate layer as image representation\n",
    "embedding_layer = learn.model[1][-2] \n",
    "print(embedding_layer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computed DNN features for the 107 validation images,each consisting of 512 floating point values.\n"
     ]
    }
   ],
   "source": [
    "# Compute DNN features for all validation images\n",
    "valid_features = compute_features_learner(data, DatasetType.Valid, learn, embedding_layer)\n",
    "print(f\"Computed DNN features for the {len(list(valid_features))} validation images,\\\n",
    "each consisting of {len(valid_features[list(valid_features)[0]])} floating point values.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image Retrieval Example\n",
    "In the cells below, we demonstrate how to do fast image retrieval using scikit-learn's [NearestNeighbors](https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestNeighbors.html) implementation. Note that we use the same approach to computing distances as in the [01_training_and_evaluation_introduction.ipynb](01_training_and_evaluation_introduction.ipynb) notebook, i.e. we normalize the feature vectors to be of unit length, and chose \"Euclidean\" distance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we build a nearest neighbor object using appropriately normalized features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NearestNeighbors(algorithm='auto', leaf_size=30, metric='euclidean',\n",
       "                 metric_params=None, n_jobs=None, n_neighbors=100, p=2,\n",
       "                 radius=1.0)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Normalize all reference features to be of unit length\n",
    "valid_features_list = np.array(list(valid_features.values()))\n",
    "valid_features_list /= np.linalg.norm(valid_features_list, axis=1)[:,None]\n",
    "\n",
    "# Build nearest neighbor object using the reference set\n",
    "nn = NearestNeighbors(algorithm='auto', metric='euclidean', n_neighbors=min(100,len(valid_features_list)))\n",
    "nn.fit(valid_features_list)\n",
    "nn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we pick a query image and get its DNN representation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Query image path: C:\\Users\\pabuehle\\Desktop\\ComputerVision\\data\\fridgeObjects\\carton\\47.jpg\n",
      "Query feature dimension: 512\n"
     ]
    }
   ],
   "source": [
    "query_im_path =  str(data.valid_ds.items[1])\n",
    "query_feature = valid_features[query_im_path]\n",
    "print(f\"Query image path: {query_im_path}\")\n",
    "print(f\"Query feature dimension: {len(query_feature)}\")\n",
    "assert len(query_feature) == 512 # For Resnet-18 model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we use the nearest neighbor object for image retrieval. It is important that the query feature is normalized in exactly the same way as the features used to initilize the nearest-neighbor object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1224x360 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Normalize the query feature vector to be of unit length\n",
    "query_feature /= np.linalg.norm(query_feature, 2)\n",
    "query_feature = np.reshape(query_feature, (-1, len(query_feature)))\n",
    "\n",
    "# Query the nearest neighbor object to find the top most similar reference images\n",
    "approx_distances, approx_im_indices = nn.kneighbors(query_feature)\n",
    "\n",
    "# Display the results\n",
    "approx_im_paths = [str(data.valid_ds.items[i]) for i in approx_im_indices[0]]\n",
    "plot_distances(list(zip(approx_im_paths, approx_distances[0])), \n",
    "               num_rows=1, num_cols=8, figsize=(17,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computed DNN features for the 27 training images, each consisting of 512 floating point values.\n"
     ]
    }
   ],
   "source": [
    "# Compute features for the training set from which query images will be randomly selected\n",
    "train_features = compute_features_learner(data, DatasetType.Train, learn, embedding_layer)\n",
    "print(f\"Computed DNN features for the {len(list(train_features))} training images, \\\n",
    "each consisting of {len(train_features[list(train_features)[0]])} floating point values.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Retrieval speed\n",
    "\n",
    "This section compares retrieval times of exhaustive search versus approximate nearest neighbor search by running the respective algorithms multiple times. \n",
    "\n",
    "Exhaustive search is fast for the small dataset provided with this notebook. However, when using even a modestly sized dataset of 5,000 images, exhaustive-search takes already 0.1 seconds per query while nearest-neighbor search takes 5ms, a 20 times speedup at virtually no loss in accuracy. For a dataset with 100,000 images, exhaustive search increases to 2.1 seconds, while our nearest neighbor search remains 20 times faster.\n",
    "\n",
    "More speed-gains (however possibly at the loss of retrieval accuracy) can be gained by selecting different parameters for the *NearestNeighbors* object. For information on this topic see the [scikit-learn site](https://scikit-learn.org/stable/modules/neighbors.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.25 ms ± 49.1 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "query_im_path = str(np.random.choice(data.train_ds.items))\n",
    "query_feature = train_features[query_im_path]\n",
    "distances = compute_distances(query_feature, valid_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "613 µs ± 55.1 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "query_im_path = str(np.random.choice(data.train_ds.items))\n",
    "query_feature = train_features[query_im_path]\n",
    "query_feature /= np.linalg.norm(query_feature, 2)\n",
    "query_feature = np.reshape(query_feature, (-1, len(query_feature)))\n",
    "approx_distances, approx_im_indices = nn.kneighbors(query_feature)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Retrieval accuracy\n",
    "\n",
    "Nearest neighbor methods are much faster than brute-force search, however can sometimes be incorrect. That is, given a query image, the most similar image as returned by the nearest neighbor object does in fact not have the lowest L2 distance.\n",
    "\n",
    "To measure retrieval accuracy we use brute-force search to find the *true* image with lowest distance, and then compare at what rank our nearest neighbor search places this image. Ideally we would like the approximate nearest neighbor method to also identify the *true* image as the one with minimum distance, ie have a rank of 1. The higher the rank, the worse.\n",
    "\n",
    "The code below computes the average of this rank using 100 randomly and independently selected query images. Interestingly, even when using a large dataset of 100,000 images, we found that in the majority of cases the output of the nearest neighbor search is identical (but much faster) compared to brute-force."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 179.54it/s]\n"
     ]
    }
   ],
   "source": [
    "ranks = []\n",
    "for iter in tqdm(range(NUM_RANK_ITER)):\n",
    "    \n",
    "    # Get random query image\n",
    "    query_im_path = str(np.random.choice(data.train_ds.items))\n",
    "    query_feature = train_features[query_im_path]\n",
    "    assert len(query_feature) == 512\n",
    "\n",
    "    # Find closest match (ie. most similar image) using brute-force search \n",
    "    bf_distances_and_paths = compute_distances(query_feature, valid_features)\n",
    "    bf_distances = [d for (p,d) in bf_distances_and_paths]\n",
    "    bf_closest_match_path = bf_distances_and_paths[np.argmin(bf_distances)][0]\n",
    "\n",
    "    # Find closest match (ie. most similar image) using nearest-neighbor search\n",
    "    query_feature /= np.linalg.norm(query_feature, 2)\n",
    "    query_feature = np.reshape(query_feature, (-1, len(query_feature)))\n",
    "    approx_distances, approx_im_indices = nn.kneighbors(query_feature)\n",
    "\n",
    "    # Find at what position (ie rank) the brute-force result is within the nearest-neighbor search result\n",
    "    # Best: rank 1. \n",
    "    approx_im_paths = [str(data.valid_ds.items[i]) for i in approx_im_indices[0]]\n",
    "    rank = np.where(np.array(approx_im_paths) == bf_closest_match_path)[0] \n",
    "    assert len(rank) == 1\n",
    "    assert approx_im_paths[int(rank)] == bf_closest_match_path\n",
    "    ranks.append(float(rank)+1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The median rank over 100 runs with 107 reference images is 1.0, and average rank is 1.0.\n"
     ]
    }
   ],
   "source": [
    "print(f\"The median rank over {len(ranks)} runs with {len(valid_features)} reference images is {np.median(ranks)}, and average rank is {np.mean(ranks)}.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display the distribution of ranks\n",
    "plot_ranks_distribution(ranks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/scrapbook.scrap.json+json": {
       "data": 512,
       "encoder": "json",
       "name": "feature_dimension",
       "version": 1
      }
     },
     "metadata": {
      "scrapbook": {
       "data": true,
       "display": false,
       "name": "feature_dimension"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/scrapbook.scrap.json+json": {
       "data": 1,
       "encoder": "json",
       "name": "median_rank",
       "version": 1
      }
     },
     "metadata": {
      "scrapbook": {
       "data": true,
       "display": false,
       "name": "median_rank"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Log some outputs using scrapbook which are used during testing to verify correct notebook execution\n",
    "sb.glue(\"feature_dimension\", len(query_feature[0]))\n",
    "sb.glue(\"median_rank\", np.median(ranks))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.6.9 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  },
  "vscode": {
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